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A dynamic clustering based differential evolution algorithm for global optimization

delete2007-11-01
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PRE
AI
Y
Yongjun Wang *
J
Jiangshe Zhang
G
Gai-Ying Zhang
DOI:10.1016/j.ejor.2006.10.053delete
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Abstract

Abstract

En 中文
A dynamic clustering based differential evolution algorithm (CDE) for global optimization is proposed to improve the performance of the differential evolution (DE) algorithm. With population evolution, CDE algorithm gradually changes from exploring promising areas at the early stages to exploiting solution with high precision at the later stages. Experiments on 28 benchmark problems, including 13 high dimensional functions, show that the new method is able to find near optimal solutions efficiently. Compared with other existing algorithms, CDE improves solution accuracy with less computational effort. (c) 2006 Elsevier B.V. All rights reserved.
Keywords:
global optimization
continuous optimization
differential evolutionary algorithm
clustering method
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Journal

European Journal of Operational Research cover
European Journal of Operational Research
IF:
6
Papers:
2.2W
Citations:
6.4W

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